{"id":"W4391797146","doi":"10.1212/wnl.0000000000209135","title":"Investigating the Prevalence of Comorbidity in Multiple Sclerosis Clinical Trial Populations","year":2024,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institutes of Health; Novartis Pharma; Multiple Sclerosis Society; Multiple Sclerosis Society of Canada; National Institute of Neurological Disorders and Stroke; Sanofi; Merck KGaA; Teva Pharmaceutical Industries; Biogen; U.S. Department of Defense","keywords":"Comorbidity; Medicine; Clinical trial; Internal medicine; Depression (economics); Physical therapy; Anxiety; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1142206,0.0005042665,0.001746411,0.003969661,0.0009115023,0.002635183,0.001217864,0.001532881,0.00234064],"category_scores_gemma":[0.2880414,0.0004766381,0.002935349,0.005035996,0.001058048,0.00186112,0.002611557,0.001038412,0.0001997348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009842344,"about_ca_system_score_gemma":0.001700221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000910318,"about_ca_topic_score_gemma":0.001214619,"domain_scores_codex":[0.7948035,0.1309011,0.04704662,0.008551153,0.01662899,0.002068658],"domain_scores_gemma":[0.6744144,0.1760105,0.1264279,0.01070192,0.01049274,0.001952522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002753398,0.0001172885,0.9710981,0.001666794,0.00682609,0.00009396884,0.0005658282,0.0003156395,0.0002444063,0.0005023761,0.0007590039,0.01505731],"study_design_scores_gemma":[0.0008980189,0.00198295,0.9804469,0.001483237,0.005616623,0.001194221,0.0007265298,0.002512443,0.0005671407,0.001516641,0.00299393,0.00006132448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600606,0.02145525,0.00790081,0.001523071,0.0001821186,0.002342779,0.002805067,0.00003765873,0.003692744],"genre_scores_gemma":[0.9931594,0.0008695078,0.002500808,0.0004000142,0.0001045498,0.001859569,0.0009625451,0.00001199407,0.0001315213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1142206,"threshold_uncertainty_score":0.6040636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4633053410924575,"score_gpt":0.4484567904461031,"score_spread":0.01484855064635437,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}